Accounting for ai and users sha** one another: The role of mathematical models

S Dean, E Dong, M Jagadeesan, L Leqi - arxiv preprint arxiv:2404.12366, 2024 - arxiv.org
As AI systems enter into a growing number of societal domains, these systems increasingly
shape and are shaped by user preferences, opinions, and behaviors. However, the design …

Learning the optimal control for evolving systems with converging dynamics

Q Liu, Z Fang - Proceedings of the ACM on Measurement and Analysis …, 2024 - dl.acm.org
We consider a principle or controller that can pick actions from a fixed action set to control an
evolving system with converging dynamics. The actions are interpreted as different …

Learning linear dynamics from bilinear observations

Y Sattar, Y Jedra, S Dean - arxiv preprint arxiv:2409.16499, 2024 - arxiv.org
We consider the problem of learning a realization of a partially observed dynamical system
with linear state transitions and bilinear observations. Under very mild assumptions on the …

Recommender systems as dynamical systems: Interactions with viewers and creators

S Dean, E Dong, M Jagadeesan… - … Modeling, Optimization and …, 2024 - openreview.net
The design and evaluation of recommender systems often takes the perspective of
supervised machine learning, treating viewer preferences and the content catalogue as …